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Original Research
Published 8 October 2026
The dashboard says “perfect:” a systematic audit of label-free model monitoring and test-time adaptation under temporal distribution shift in network intrusion detection
Wali Ahmed · Md Azizul Rahaman · Pappu Roy · Parves Alam
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1928858
Original Research
Published 9 September 2026
AdaTent++: reliability-guided hybrid test-time adaptation for traffic sign detection under distribution shift
Xiaomei Gai · Meichun Wang · Yantong Guo · Shiyu Wang · Ye Li · Rui Fu
Frontiers in Signal Processing
doi 10.3389/frsip.2026.1842851